| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Motion Magnification | Real-world (test) | Motion Error0.26 | 78 | |
| Anomaly Detection | Real-world datasets | AUCROC0.921 | 33 | |
| ProCams simulation | Real-world Novel Viewpoints | PSNR26.1 | 16 | |
| ProCams simulation | Real-world benchmark dataset Trained Viewpoints | PSNR26.65 | 16 | |
| Semantic Segmentation | Real-world | Dice0.5955 | 14 | |
| Video Frame Reconstruction | Real-World | FID184.2509 | 10 | |
| Event-based video frame reconstruction | Real-World | MSE0.0612 | 10 | |
| Passive mapping | Real world (test) | F1 Score55.5 | 10 | |
| Image Classification | Real-world Seegene | Accuracy99.22 | 9 | |
| Insert Plug | Real-world 1.0 (test) | Success Rate0.45 | 8 | |
| Homogeneous Image Dehazing | Real World | r_net0.6 | 8 | |
| Video Restoration | Real-world dataset | BRISQUE41.8 | 7 | |
| Time-series counterfactual estimation | Real world | Total Steps1.372 | 6 | |
| Task Completion | Real-world (test) | Score8.09 | 6 | |
| Personalization | Real-world (test) | Score7.35 | 6 | |
| Robotic Manipulation | Real-World | Average ATP0.6 | 6 | |
| Pen Stabilize | Real-world | Success Rate0.746 | 6 | |
| Gear Assembly | Real-world | Success Rate81.1 | 6 | |
| USB Insert | Real-world | Success Rate85.7 | 6 | |
| Peg-in-Hole | Real-world | Success Rate95 | 6 | |
| Grasping | Real-world (seen objects) | Success Rate83.3 | 6 | |
| Pick-and-Place | Real-world (seen objects) | Success Rate90 | 6 | |
| Pick & Place | Real-World Unseen Instance | Success Rate6,500 | 6 | |
| Blind Image Denoising | Real-world datasets (test) | MUSIQ69.7278 | 6 | |
| Super-Resolution | Real-world wild | PSNR18.04 | 6 |